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Beyond the Edge of Stability via Two-step Gradient Updates
v1v2v3 (latest)

Beyond the Edge of Stability via Two-step Gradient Updates

8 June 2022
Lei Chen
Joan Bruna
    MLT
ArXiv (abs)PDFHTML

Papers citing "Beyond the Edge of Stability via Two-step Gradient Updates"

3 / 3 papers shown
Title
Minimax Optimal Convergence of Gradient Descent in Logistic Regression via Large and Adaptive Stepsizes
Minimax Optimal Convergence of Gradient Descent in Logistic Regression via Large and Adaptive Stepsizes
Ruiqi Zhang
Jingfeng Wu
Licong Lin
Peter L. Bartlett
73
2
0
05 Apr 2025
Universal Sharpness Dynamics in Neural Network Training: Fixed Point Analysis, Edge of Stability, and Route to Chaos
Universal Sharpness Dynamics in Neural Network Training: Fixed Point Analysis, Edge of Stability, and Route to Chaos
Dayal Singh Kalra
Tianyu He
M. Barkeshli
121
7
0
17 Feb 2025
Gradient Descent Converges Linearly to Flatter Minima than Gradient Flow in Shallow Linear Networks
Gradient Descent Converges Linearly to Flatter Minima than Gradient Flow in Shallow Linear Networks
Pierfrancesco Beneventano
Blake Woodworth
MLT
94
1
0
15 Jan 2025
1